{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程2.4】  数据连续属性离散化\n",
    "\n",
    "连续属性变换成分类属性，即连续属性离散化\n",
    "在数值的取值范围内设定若干个离散划分点，将取值范围划分为一些离散化的区间，最后用不同的符号或整数值代表每个子区间中的数据值\n",
    "\n",
    "等宽法 / 等频法 \n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(18, 25], (18, 25], (18, 25], (25, 35], (18, 25], ..., (25, 35], (60, 100], (35, 60], (35, 60], (25, 35]]\n",
      "Length: 12\n",
      "Categories (4, object): [(18, 25] < (25, 35] < (35, 60] < (60, 100]]\n",
      "<class 'pandas.core.categorical.Categorical'>\n",
      "-------\n",
      "[0 0 0 1 0 0 2 1 3 2 2 1] <class 'numpy.ndarray'>\n",
      "Index(['(18, 25]', '(25, 35]', '(35, 60]', '(60, 100]'], dtype='object') <class 'pandas.indexes.base.Index'>\n",
      "(18, 25]     5\n",
      "(35, 60]     3\n",
      "(25, 35]     3\n",
      "(60, 100]    1\n",
      "dtype: int64\n",
      "-------\n",
      "[[18, 26), [18, 26), [18, 26), [26, 36), [18, 26), ..., [26, 36), [61, 100), [36, 61), [36, 61), [26, 36)]\n",
      "Length: 12\n",
      "Categories (4, object): [[18, 26) < [26, 36) < [36, 61) < [61, 100)]\n",
      "-------\n",
      "[Youth, Youth, Youth, YoungAdult, Youth, ..., YoungAdult, Senior, MiddleAged, MiddleAged, YoungAdult]\n",
      "Length: 12\n",
      "Categories (4, object): [Youth < YoungAdult < MiddleAged < Senior]\n",
      "-------\n",
      "    ages      label\n",
      "0     20   (18, 25]\n",
      "1     22   (18, 25]\n",
      "2     25   (18, 25]\n",
      "3     27   (25, 35]\n",
      "4     21   (18, 25]\n",
      "5     23   (18, 25]\n",
      "6     37   (35, 60]\n",
      "7     31   (25, 35]\n",
      "8     61  (60, 100]\n",
      "9     45   (35, 60]\n",
      "10    41   (35, 60]\n",
      "11    32   (25, 35]\n",
      "(18, 25]     5\n",
      "(25, 35]     3\n",
      "(35, 60]     3\n",
      "(60, 100]    1\n",
      "Name: ages, dtype: int64\n"
     ]
    },
    {
     "data": {
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Lly6hy0gEZeEph4iy8JSDpxw8TRYsMtqpI8rCUw4RZeEpB085xEuNgIiISIqpERAREUkx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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbfa7a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 等宽法 → 将数据均匀划分成n等份，每份的间距相等\n",
    "# cut方法\n",
    "\n",
    "ages=[20,22,25,27,21,23,37,31,61,45,41,32]\n",
    "# 有一组人员年龄数据，希望将这些数据划分为“18到25”,“26到35”,“36到60”,“60以上”几个面元\n",
    "\n",
    "bins = [18,25,35,60,100]\n",
    "cats = pd.cut(ages,bins)\n",
    "print(cats)\n",
    "print(type(cats))\n",
    "print('-------')\n",
    "# 返回的是一个特殊的Categorical对象 → 一组表示面元名称的字符串\n",
    "\n",
    "print(cats.codes, type(cats.codes))  # 0-3对应分组后的四个区间，用代号来注释数据对应区间，结果为ndarray\n",
    "print(cats.categories, type(cats.categories))  # 四个区间，结果为index\n",
    "print(pd.value_counts(cats))  # 按照区间计数\n",
    "print('-------')\n",
    "# cut结果含有一个表示不同分类名称的层级数组以及一个年龄数据进行标号的代号属性\n",
    "\n",
    "print(pd.cut(ages,[18,26,36,61,100],right=False))\n",
    "print('-------')\n",
    "# 通过right函数修改闭端，默认为True\n",
    "\n",
    "group_names=['Youth','YoungAdult','MiddleAged','Senior']\n",
    "print(pd.cut(ages,bins,labels=group_names))\n",
    "print('-------')\n",
    "# 可以设置自己的区间名称，用labels参数\n",
    "\n",
    "df = pd.DataFrame({'ages':ages})\n",
    "group_names=['Youth','YoungAdult','MiddleAged','Senior']\n",
    "s = pd.cut(df['ages'],bins)  # 也可以 pd.cut(df['ages'],5),将数据等分为5份\n",
    "df['label'] = s\n",
    "cut_counts = s.value_counts(sort=False) \n",
    "print(df)\n",
    "print(cut_counts)\n",
    "# 对一个Dataframe数据进行离散化，并计算各个区间的数据计数\n",
    "\n",
    "plt.scatter(df.index,df['ages'],cmap = 'Reds',c = cats.codes)\n",
    "plt.grid()\n",
    "# 用散点图表示，其中颜色按照codes分类\n",
    "# 注意codes是来自于Categorical对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     (-0.0689, 0.665]\n",
      "1    [-3.0201, -0.746]\n",
      "2    (-0.746, -0.0689]\n",
      "3    (-0.746, -0.0689]\n",
      "4         (0.665, 2.9]\n",
      "dtype: category\n",
      "Categories (4, object): [[-3.0201, -0.746] < (-0.746, -0.0689] < (-0.0689, 0.665] < (0.665, 2.9]]\n",
      "(0.665, 2.9]         250\n",
      "(-0.0689, 0.665]     250\n",
      "(-0.746, -0.0689]    250\n",
      "[-3.0201, -0.746]    250\n",
      "dtype: int64\n",
      "------\n"
     ]
    },
    {
     "data": {
      "image/png": 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o4IN7SENEvwir73EiwsyZM+Hn74eIiAiEhYUhIDAQkZGRZT0sm2ATo0EQBGcA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\nw8OpMmro+X4VQhQYPKEhDf6Sz1oQBLnOCoWC06ZNe6f+ycvL4507d5iTk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0vSOnr4u7Nt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\nCDLWywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc1fc320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 等频法 → 以相同数量的记录放进每个区间\n",
    "# qcut方法\n",
    "\n",
    "data = np.random.randn(1000)\n",
    "s = pd.Series(data)\n",
    "cats = pd.qcut(s,4)  # 按四分位数进行切割，可以试试 pd.qcut(data,10)\n",
    "print(cats.head())\n",
    "print(pd.value_counts(cats))\n",
    "print('------')\n",
    "# qcut → 根据样本分位数对数据进行面元划分，得到大小基本相等的面元，但并不能保证每个面元含有相同数据个数\n",
    "# 也可以设置自定义的分位数（0到1之间的数值，包含端点） → pd.qcut(data1,[0,0.1,0.5,0.9,1])\n",
    "\n",
    "plt.scatter(s.index,s,cmap = 'Greens',c = pd.qcut(data,4).codes)\n",
    "plt.xlim([0,1000])\n",
    "plt.grid()\n",
    "# 用散点图表示，其中颜色按照codes分类\n",
    "# 注意codes是来自于Categorical对象"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
